StagePilot benchmarked parser safety

Reliable tool calling for non-native models.

Start here if you want proof that non-native models can still call tools safely. StagePilot turns malformed tool text into schema-safe output, shows the benchmark lift, and keeps the project story honest with a static proof surface instead of a fake hosted runtime.

raw benchmark → middleware → recovery loop copy-ready evaluation path
Raw pass rate
29.17%

Unchecked parse/plan success from the checked-in benchmark snapshot.

Parser recovery
87.50%

Schema-safe parser middleware recovers malformed tool outputs.

Recovery loop
100.00%

One bounded retry closes the remaining gap in the current checked-in 24-case benchmark set.

How the benchmark turns into a real deployment story

01 · Checked-in proof
Artifacts first

Start with the saved benchmark JSON and the parser recovery lift so the user sees evidence before architecture language.

02 · Parser contract
Schema-safe by design

Show the middleware and recovery loop as the actual product core, not as a decorative layer on top of a hosted demo.

03 · Hosted handoff
Runtime later, not hidden

Only after the benchmark story lands should you open the launch deck and explain how the same parser package maps to a real API runtime.

What this repo proves

  • Parser middleware can make loose tool-call text safe enough for real workflows.
  • Reliability claims are tied to checked-in benchmark artifacts, not vague anecdotes.
  • Operator review surfaces and developer-ops lanes can be documented separately from the core parser package.
  • A static dashboard can still explain trust boundaries, benchmark lift, and adoption posture without pretending to host the full runtime.

30-second evaluation path

  • Check the raw pass rate first so the middleware lift is concrete.
  • Open the README and benchmark assets before touching the runtime.
  • Use the copy bar below when you need a short handoff instead of a long docs walk.
  • Service-ready later: the full runtime still maps naturally to Cloud Run or another API host when needed.

Quick start evidence path

Start with benchmark lift, then show the parser recovery story, then end with the copyable review path.

01 · Raw baseline

Show the unprotected pass rate before talking about any fix.

02 · Parser recovery

Use the middleware lift as the real product proof, not as a side note.

03 · Reviewer handoff

Copy the review path once the benchmark story is already easy to repeat.

Current deployment posture

  • Frontend: this static Pages microsite
  • Backend: not hosted on Pages by design
  • Recommended live runtime: Cloud Run or equivalent API host
  • Repo: KIM3310/stage-pilot

Benchmark handoff bar

Shortcut keys: C review path · B benchmark brief · L launch deck · ? help

Use this bar when you need the benchmark story, not the whole repo tour. Shortcut keys: C review path · B benchmark brief · L launch deck · ? help